We know bonds are rated, but how do you think rating translates into price for that bond?

All bonds are rated.
They all have a different price.
The important features of what determine the price are many:-

1) Who is issuing the bonds, the country?
2) The interest rates offered.
3) The period they are issued for.
4) The guarantees of safety.